{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:56:16.318087Z",
     "iopub.status.busy": "2024-11-29T15:56:16.318087Z",
     "iopub.status.idle": "2024-11-29T15:56:18.929186Z",
     "shell.execute_reply": "2024-11-29T15:56:18.928186Z",
     "shell.execute_reply.started": "2024-11-29T15:56:16.318087Z"
    }
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "线性回归图可以帮助我们看到数据的关系趋势。\n",
    "\n",
    "在seaborn中可以通过regplot和lmplot两个函数来实现。regplot的x和y可以为Numpy数组、Series等变量。而lmplot的x和y则必须为字符串，并且data的值不能为空：\n",
    "1. regplot(x,y,data=None)\n",
    "2. lmplot(x,y,data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:57:03.169273Z",
     "iopub.status.busy": "2024-11-29T15:57:03.168271Z",
     "iopub.status.idle": "2024-11-29T15:57:03.181291Z",
     "shell.execute_reply": "2024-11-29T15:57:03.181291Z",
     "shell.execute_reply.started": "2024-11-29T15:57:03.169273Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# # github中加载远程的数据集\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "tips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:57:10.117198Z",
     "iopub.status.busy": "2024-11-29T15:57:10.115870Z",
     "iopub.status.idle": "2024-11-29T15:57:10.315034Z",
     "shell.execute_reply": "2024-11-29T15:57:10.314030Z",
     "shell.execute_reply.started": "2024-11-29T15:57:10.117198Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x118ac4b91c0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\",y=\"tip\",data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-11-29T15:57:17.702958Z",
     "iopub.status.busy": "2024-11-29T15:57:17.701956Z",
     "iopub.status.idle": "2024-11-29T15:57:17.832753Z",
     "shell.execute_reply": "2024-11-29T15:57:17.831749Z",
     "shell.execute_reply.started": "2024-11-29T15:57:17.702958Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=tips[\"total_bill\"],y=tips[\"tip\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
